[ADAXON] HarmonyAI: Cardano DeFi Assistant

[GENERAL] Name and surname of main applicant

Dr. Bharath Ramesh

[GENERAL] Are you delivering this project as an individual or as an entity (whether formally incorporated or not)

Entity (Incorporated)

[GENERAL] Co-proposers and additional applicants

HugoByte Network Labs Led by CEO Irfan is a powerhouse of innovation in building decentralized infrastructure for AI. Committed to pushing boundaries, they collaborate with Adaxon on HarmonyAI, uniting expertise in AI, blockchain, and collaborative development for impactful solutions.

MetaZord, Coimbatore, India , based in Coimbatore, India, is a leading blockchain institute. Pioneering blockchain education, they nurture talent, fostering the next generation of developers. Engaging in HarmonyAI, MetaZord brings expertise, amplifying the project's technical capabilities and knowledge sharing.

Adaxon boasts a robust administrative team, spearheaded by our esteemed nominee director Patrick McGonagle and supported by a talented group of accountants. Joshua Richardson, our adept web developer, adds technical prowess to our lineup, ensuring seamless project development. Guiding us strategically, Kwadwo Konadu Ansahi Antwi, a seasoned advisor, provides valuable insights for project success. Associate Professor Xiang Cheng, an AI luminary, lends his expertise to propel HarmonyAI forward. His extensive background in AI research, with a focus on computer vision, machine learning, and privacy-preserving technologies, enriches our project with cutting-edge innovation.

[GENERAL] Please specify how many months you expect your project to last (from 2-12 months)

10

[GENERAL] Please indicate if your proposal has been auto-translated into English from another language

No

[GENERAL] Summarize your solution to the problem (200-character limit including spaces)

HarmonyAI pioneers a secure Cardano chatbot using federated learning for personalized assistance and support in DeFi's dynamic landscape. Preventing emotional distress, fostering good finance health.

[GENERAL] Does your project have any dependencies on other organizations, technical or otherwise?

No

[GENERAL] If YES, please describe what the dependency is and why you believe it is essential for your project’s delivery. If NO, please write “No dependencies.”

No dependencies.

[GENERAL] Will your project’s output/s be fully open source?

Yes

[GENERAL] Please provide here more information on the open source status of your project outputs

Project outputs will be fully open source. As is with the existing Solidity implementation, all code, documentation, and relevant materials will be publicly accessible on our GitHub repository for the Cardano community and via conference publications.

[METADATA] SDG rating

SDG 3: Good Health and Well-being - HarmonyAI aims to improve mental health accessibility, aligning with SDG 3's goal of ensuring healthy lives and promoting well-being for all.

[SOLUTION] Please describe your proposed solution

Proposal Summary:

HarmonyAI aims to pioneer a secure and scalable chatbot infrastructure on Cardano, integrating decentralized federated learning (DFL) to offer personalized assistance within the DeFi space. By addressing the rise of compulsive trading behaviors resembling gambling addiction, HarmonyAI empowers users with informed decision-making while providing crucial personalized assistance. Leveraging the Secure DFL framework, the solution ensures user privacy through encryption technologies like Differential Privacy (DP) and Secure Multi-Party Computation (SMPC). Through collaborations with HugoByte Network Labs and The Love Hope Company, HarmonyAI aims to deliver a cutting-edge solution tailored to the dynamic needs of DeFi users.

Introduction to Secure DFL - The basic framework for our solution:

Secure DFL (Secure Decentralized Federated Learning) is a privacy-preserving machine learning framework. It leverages the security and immutability of blockchain technology for decentralized federated learning. Internally integrated with encryption technologies such as Differential Privacy (DP), Secure Multi-Party Computation (SMPC), GPG, etc., it ensures user privacy, allowing users to train models without exposing personal information. The feasibility of this framework is demonstrated in the demo, which also provides a user-friendly interactive interface: https://github.com/HXSu/DFL-Framework.

Proof of Implementation on Testnet:

The testnet operations showcase seamless node registration, critical for decentralized infrastructure accessibility. Model distribution transactions reflect continuous chatbot learning, enhancing response efficacy. Internal transactions highlight dynamic system adaptability. Evaluation rewards incentivize participant contributions. This transparent view demonstrates real-world applicability, affirming HarmonyAI's viability on Cardano.

Our proposal includes a tangible demonstration of our solution through a robust implementation on the Cardano EVM testnet via Milkomeda. The provided link (https://explorer-devnet-cardano-evm.c1.milkomeda.com/address/0x8c21Dc313C5A81BB1e2ea8B80B21291dA2246ED8) showcases the deployment of our smart contract, capturing crucial transactions and operations that validate the functionality and effectiveness of our solution.

The current proposal to scale it to a solution involves four main components:

Solution Features and Enhancements:

• Additional enhancements or improvements compared to the testnet implementation.
• Scalability features to accommodate native Plutus implementation.

User Interface and Experience:

• An intuitive design for a seamless user experience.
• Ensuring accessibility for individuals with varying technical backgrounds.

Security Measures:

• Security protocols in place to protect user data and maintain the confidentiality of mental health interactions.
• Any additional security features implemented to safeguard against potential threats.

Community Engagement and Support:

• Plans for community engagement, feedback mechanisms, and support channels.
• A strategy for building and nurturing a community around the solution, encouraging user participation and contribution.

[IMPACT] Please define the positive impact your project will have on the wider Cardano community

HarmonyAI aims to provide personalized assistance for DeFi users, leveraging Cardano's security and privacy features. Success will be measured by user feedback, adoption rates, and improved mental well-being indicators. We'll share outcomes through reports, workshops, and collaborations, fostering a culture of well-being within the ecosystem.

Our target audience includes DeFi traders seeking privacy and support in navigating personal trading milestones. Using HarmonyAI's private chatbot, we aim to empower users with informed decision-making and mental health support, fostering responsible trading practices.

Impact on Cardano:

• Enhanced Ecosystem: HarmonyAI showcases Cardano's potential beyond finance.
• Increased Adoption: DeFi trading and personal assitance focus attracts diverse users, driving community engagement
• Reputation Boost: Prioritizing privacy builds trust among users and stakeholders.

[CAPABILITY & FEASIBILITY] What is your capability to deliver your project with high levels of trust and accountability? How do you intend to validate if your approach is feasible?

Our team consists of highly skilled professionals with expertise in relevant fields, ensuring our capability to deliver the HarmonyAI project with high levels of trust and accountability.

Dr. Bharath Ramesh, Ph.D. in Computer Science, is a pioneering academic at the crossroads of artificial intelligence and blockchain. As CEO of Adaxon Pte. Ltd, his expertise shines in developing trustless federated frameworks, evident in his publication on decentralized and confidential deep learning. Leading the HarmonyAI project, Dr. Ramesh is dedicated to applying technology for societal impact, aiming to revolutionize mental health support on the Cardano blockchain. With a profound background in AI, decentralized systems, and blockchain, he is a visionary shaping the future of technology.

Su Hongxu, CTO, Adaxon Pte. Ltd (and our entire team at Adaxon)

• In his role as Chief Technology Officer (CTO), Su Hongxu has showcased exceptional coding proficiency, making substantial contributions to our team throughout the past year (https://github.com/HXSu/DFL-Framework). His expertise in functional programming languages, particularly in Haskell and C/C++, positions him as a valuable asset for steering our development efforts within Cardano's programming language. Hongxu's commitment and skills significantly enhance our team's capabilities, ensuring that we are well-equipped to navigate the intricacies of Cardano's programming landscape.

Capability and Feasibility:

Collaborative Partnerships:

• HugoByte Network Labs Collaboration:
• Partnering with HugoByte Network Labs brings collaborative development capabilities, enriching the project with critical expertise in scalable blockchain middleware for AI.
• MetaZord Collaboration:
• Collaborating with MetaZord, a reputable blockchain institute in Coimbatore, India, enhances the project's technical foundation and provides enthusiastic developers.

Adaxon Team members - Jyothi Kiran (UI/UX) and Balamuralidhar V (Community manager), to name a few. Proven Track Record:

• Adaxon's track record includes the successful development of projects like Fetachain - Cardano IIoT Framework.

[PROJECT MILESTONES] What are the key milestones you need to achieve in order to complete your project successfully?

Milestone 1: Porting Infrastructure and Chatbot to Plutus (three months)

Output: Ported chatbot infrastructure to Plutus, allowing it to run on Cardano's native smart contract platform.

Acceptance Criteria:

1. The chatbot infrastructure is successfully migrated to Plutus, ensuring seamless integration with Cardano's smart contract language.
2. The ported chatbot passes rigorous testing procedures to verify its functionality and security.

Evidence:

• Documentation outlining the porting process, including any challenges faced and solutions implemented.
• Code repository showcasing the migrated chatbot infrastructure on Plutus.
• Test results demonstrating the successful functionality and security of the ported chatbot.

Projected Cost: 35,000 ADA

Milestone 2: Testing and Optimization of Chatbot (Two months)

Output: Fully tested and optimized chatbot with improved performance, accuracy, and privacy measures.

Acceptance Criteria:

1. Performance metrics, including response time and resource utilization, meet or exceed predefined thresholds.
2. The chatbot demonstrates high accuracy in responding to user queries, with minimal errors or inconsistencies.
3. Privacy measures, such as data encryption and user anonymity, are effectively implemented and validated.
4. Optimization techniques are applied to enhance the efficiency and effectiveness of the chatbot's operations.

Evidence:

• Test results indicating performance metrics and accuracy rates achieved during testing.
• Privacy assessment report confirming the effectiveness of implemented privacy measures.
• Feedback from testing team validating the successful optimization and testing of the chatbot.

Projected Cost: 30,000 ADA

Milestone 3: Community Engagement and Iterative Improvements (two months)

Output: Engaged Cardano community in testing the chatbot and integrated improvements based on user feedback.

Acceptance Criteria:

1. Active participation from the Cardano community in testing the chatbot, with a diverse range of users providing feedback.
2. Positive feedback received from community testers, indicating satisfaction with the chatbot's functionality and user experience.
3. Iterative improvement process implemented, incorporating user suggestions and feedback into the chatbot's design and features.
4. Updated versions of the chatbot released periodically, reflecting the iterative improvements and addressing community feedback.

Evidence:

• Records of community engagement activities, including surveys and feedback sessions.
• Summary report of community feedback highlighting positive responses and areas for improvement.
• Documentation of iterative improvement process, including changelogs and version releases.
• Testimonials or endorsements from community members affirming the effectiveness of the feedback integration process.

Projected Cost: 25,000 ADA

Milestone 4: User Feedback Integration and Iteration

Output: Gathered user feedback and implemented iterative improvements to enhance the chatbot's features and user experience.

Acceptance Criteria:

1. Comprehensive analysis conducted on the received user feedback, identifying key areas for improvement and enhancement.
2. Implemented changes integrated into the chatbot's design and functionality, addressing user feedback to enhance usability and effectiveness.
3. User satisfaction surveys conducted after implementing changes, indicating positive feedback on the improved chatbot experience.

Evidence:

• Analysis report summarizing the findings from user feedback, including identified areas for improvement and proposed solutions.
• Records of changes implemented, including code commits, feature updates, and version releases.
• User satisfaction survey results showing positive feedback on the enhanced chatbot experience.

Projected Cost: 15,000 ADA

Final Milestone: Project Documentation and Dissemination

Output: Comprehensive documentation of the HarmonyAI project, including technical specifications, user guides, and project reports, ready for dissemination.

Acceptance Criteria:

1. User guides developed, providing clear instructions and guidelines for users on how to interact with the chatbot and utilize its features.
2. Project report compiled, summarizing the project's objectives, methodologies, findings, and outcomes.
3. Documentation reviewed and approved by project stakeholders for accuracy, completeness, and clarity.
4. Final project documentation package prepared and formatted for dissemination through various channels.

Evidence:

• User guides demonstrating step-by-step instructions for users to interact with the chatbot and access its features.
• Project reports providing detailed insights into the project's objectives, methodologies, findings, and outcomes.
• Stakeholder approval records indicating endorsement of the project documentation.
• Final project documentation package prepared in various formats (e.g., PDF, HTML) for dissemination.

Projected Cost: 15,000 ADA

Regular updates and reports will be shared with the community and stakeholders to provide visibility into the project's progress and outcomes.

Total Projected Cost: 120,000 ADA

[RESOURCES] Who is in the project team and what are their roles?

Project Team:

Dr. Bharath Ramesh - CEO, Adaxon Pte. Ltd

• Role: Project Lead - AI and Blockchain Expert, providing guidance and expertise in the application of federated learning and blockchain technology.
• LinkedIn: https://www.linkedin.com/in/bharathRB/
• Relevant Publication: "A Trustless Federated Framework for Decentralized and Confidential Deep Learning"

Su Hongxu - CTO, Adaxon Pte. Ltd

• Role: Blockchain Expert, providing guidance and expertise in the application of federated learning and blockchain technology.
• LinkedIn: https://www.linkedin.com/in/hongxu-su-614114291/

Irfan - CEO, HugoByte Network Labs

• Role: Technical partner for overseeing the development and implementation of the chatbot infrastructure on the Cardano blockchain.
• LinkedIn: https://www.linkedin.com/in/muhammed-irfan-k/

MetaZord, Coimbatore, India - Blockchain Institute

• Collaborative partner, contributing expertise and resources in blockchain research and development.

Adaxon Team (additional Members):

• Roles: Highly skilled professionals for project management, financial auditing, and company secretary.
• Skills Needed for Recruitment: Proficiency in natural language processing (NLP).
• Experience in federated learning and AI technologies.
• Familiarity with blockchain development and smart contracts.
• Knowledge of mental health support systems.

Engagement:

• We have engaged directly with the team members mentioned above, ensuring their willingness and commitment to supporting the project.
• Direct communication channels are established with team members through various platforms, including Discord and Telegram

[BUDGET & COSTS] Please provide a cost breakdown of the proposed work and resources

Milestone 1: Port to Plutus for Improved Capabilities and Security - 35,000 ADA

• Detailed analysis and planning for Plutus integration.
• Code refactoring and adaptation to Plutus smart contract language.
• Testing to ensure seamless integration with Cardano's native capabilities.
• Implementation of security measures for enhanced protection.

Milestone 2: Performance Testing and Optimization - 30,000 ADA

• Development of comprehensive test cases to evaluate performance.
• Iterative testing cycles to identify and address bottlenecks.
• Optimization of codebase for enhanced response times.
• Implementation of privacy measures and security enhancements.

Milestone 3: Community Testing and Iterative Improvements - 25,000 ADA

• Creation of community engagement strategies for testing.
• Coordination of testing events and user feedback collection.
• Iterative development based on community suggestions.
• Implementation of improvements reflecting user preferences.

Milestone 4: User Feedback and Iterative Improvements - 15,000 ADA

• Implementation of mechanisms for user feedback collection.
• Detailed analysis of user suggestions and preferences.
• Iterative development cycles for continuous improvement.
• Enhancements to features and usability based on user input.

Milestone 5: Project Documentation and Reporting - 15,000 ADA

• Compilation of technical specifications, user guides, and project reports.
• Creation of visually engaging and informative project documentation.
• Ensuring clarity and accessibility for both technical and non-technical audiences.
• Dissemination of the final project report to the community.

Additional Elements:

• Publicity / Marketing / Promotion / Community Engagement: Covered under community testing and engagement strategies.
• Project Management: Implicitly included in each milestone's projected costs.
• Documentation: Included in Milestone 5.
• Reporting Back to the Community: Regular updates, milestone achievements, and the final project report integrated into the plan.

[VALUE FOR MONEY] How does the cost of the project represent value for money for the Cardano ecosystem?

HarmonyAI's project costs align with the value it brings to the Cardano ecosystem. Careful estimation considers industry benchmarks, expertise, and deliverables. Costs represent an investment in top-tier talent, ensuring a robust and scalable mental health solution. This approach ensures efficient resource utilization, fostering long-term value for Cardano users and the broader community.

The HarmonyAI project's cost aligns strategically with the Cardano ecosystem, offering significant value:

1. Cardano-Centric Development: Porting to Plutus reflects commitment to Cardano's native smart contracts, ensuring seamless integration and improved security.
2. Security and Performance: Rigorous testing (Milestone 2) aligns with Cardano's focus on security, contributing to the ecosystem's robustness.
3. Community Engagement: Funds for community testing (Milestone 3) highlight a Cardano-centric approach, fostering community involvement and ownership.
4. User-Centric Design: Resources for user feedback and improvements (Milestone 4) adhere to Cardano's user-centric philosophy, enhancing the overall user experience.

Overall Justification:

• The costs are proportionate to the complexity and expertise required for each milestone.
• They are in line with industry benchmarks for similar blockchain and AI development projects.
• The allocation of funds reflects a commitment to quality, security, and community engagement, ensuring that the project delivers substantial value to the Cardano ecosystem.
• The strategic investment in each milestone ensures that HarmonyAI delivers tangible value to the Cardano ecosystem, making it a judicious and impactful use of resources

Detailed justification for each milestone:

Porting to Plutus (Milestone 1 - 35,000 ADA):

The cost reflects the pivotal transition of the chat bot infrastructure to Plutus, Cardano's native smart contract language. This milestone involves intensive coding, adaptation, and security enhancements. The funds allocated are essential for the successful integration, contributing to improved capabilities, and ensuring the project's alignment with Cardano's long-term vision for enhanced security and functionality.

Testing and Optimization (Milestone 2 - 30,000 ADA):

Rigorous testing and optimization are critical for delivering a high-performance and secure chat bot. The allocated funds cover testing environments, quality assurance processes, and privacy measures. This investment ensures that the chat bot meets the highest standards of accuracy and privacy, enhancing its overall effectiveness.

Community Engagement and Testing (Milestone 3 - 25,000 ADA):

Engaging the Cardano community is fundamental for real-world feedback. The allocated funds cover community outreach, user testing, and coordination efforts. This investment aims to foster a collaborative approach, incorporating diverse perspectives and preferences into the development process. The resulting feedback loop contributes to the creation of a more inclusive and user-friendly chat bot.

User Feedback and Iterative Improvements (Milestone 4 - 15,000 ADA):

Gathering and implementing user feedback are integral to achieving user satisfaction. The allocated funds cover mechanisms for feedback collection, detailed analysis, and iterative development cycles. This investment supports continuous improvement, responsiveness to user needs, and the evolution of the chat bot to meet the dynamic expectations of its users.

Project Documentation and Reporting (Milestone 5 - 15,000 ADA):

Comprehensive documentation ensures transparency and facilitates knowledge transfer. The allocated funds cover the creation of technical specifications, user guides, and project reports. This investment is crucial for disseminating project insights, enhancing the broader Cardano knowledge base, and providing a valuable resource for future development and research.